5555 Commits

Author SHA1 Message Date
Parafee41 f8a48df24d llm: decouple prompt caching from context shift (#16639)
This PR separates prompt caching from the public shift request option for native llama-server requests.

Previously, shift controlled two different mechanisms:

context shifting / overflow behavior
per-request llama-server cache_prompt
That meant callers could not request shift: false without also disabling prompt caching.

Fixes #16635
2026-06-11 16:05:24 -07:00
Patrick Devine 82e0ddb6fe mlxrunner: harden linear/embedding layers against over-promotion (#16682)
Adding/Multiplying a tensor by a scalar w/ a different data type
can cause the tensor to be promoted and cause performance issues.

This change adds several guards against over-promotion.
2026-06-11 13:56:25 -07:00
Jesse Gross 1abd56b6e6 mlxrunner: record committed MTP drafts before streaming them
The batched MTP accept paths advance the cache by the whole accepted run
before streaming it to the client. If the stream was cancelled partway
(e.g. the caller disconnects), the loop returned before recording the
remaining accepted tokens, leaving the cache offset ahead of
session.outputs. close() then indexed the token log past its end and
panicked with a slice-bounds error.

Record the whole run to session.outputs before streaming any of it, so a
cancelled stream can no longer desync the cache from the token log.

The same bug is present on main, with identical mechanics: the accept
paths there commit the cache to before+accepted and then stream in a loop
that returns on cancellation before recording the rest.
2026-06-09 00:39:19 -07:00
Jesse Gross ded2db7d86 mlxrunner: capture prefill snapshots across the forward
Prefill no longer splits its batch at each requested snapshot offset. The
session schedules the pending offsets on every cache before prefill, runs the
forward in full-size chunks, and attaches the captured snapshots to the trie
afterward. Offsets the prefill never crosses (it leaves one token for decode
seeding) are dropped instead of materializing a node for tokens never written,
and snapshots from an abandoned prefill are released on session close.
2026-06-09 00:39:19 -07:00
Jesse Gross d00622060f mlxrunner: drive MTP speculation through cache snapshots
Speculation used a parallel hierarchy of wrapper cache types that shadowed
the live caches and reconciled against them on commit. Replace it with
snapshot/restore on the live caches themselves: a cache snapshots itself as
a write crosses each offset, and the runner commits a batched draft by
restoring to the accepted count. The wrappers and the comparison plumbing
around them are gone.

Snapshots are lazy. A KV or rotating capture indexes into the live buffer and
owns no memory until a destructive write forces a copy-out, so rejecting a
draft is free.

Recurrent layers now validate in the same batched pass rather than falling
back to serial. A gated-delta layer reports its interior split offsets and
hands back the recurrent state at each one, which the cache records as a
snapshot.
2026-06-09 00:39:19 -07:00
Jesse Gross 177aefb8a9 nn/recurrent: return per-boundary states from the gated-delta kernels
CausalConv1D and GatedDelta now run their scan in segments cut at optional
WithSnapshotSplits offsets and return the recurrent state at each boundary
instead of just the final state. The output is identical to the unsegmented
scan; segmenting only adds a few kernel launches, not extra recurrence compute.

This lets a batched forward capture interior recurrent state without re-running
the scan, which the cache will use for speculative validation rollback points.
RecurrentCache.Put and the Qwen3.5 layer now thread the boundary-state slices,
committing the final entry as the live state.
2026-06-09 00:39:19 -07:00
Jesse Gross 07588c64ee mlxrunner/cache: split KVCache and RotatingKVCache into their own files
cache.go had grown to hold every cache kind. Move KVCache (and its
speculative wrappers) to kvcache.go and RotatingKVCache (and its
sliding-window mask applier) to rotating.go, leaving cache.go with the
shared interfaces and the Speculation transaction. Pure relocation;
no behavior change.
2026-06-09 00:39:19 -07:00
Jesse Gross 4c97a940ca mlxthread: preserve the original stack when worker work panics
Work that panics on the locked MLX worker goroutine was recovered and
re-raised on the caller, so the printed trace pointed at the re-panic
site in this package rather than the code that actually panicked.

Capture the worker stack at recovery and carry it through a value that
implements error, so the runtime prints the original location in the
fatal trace.
2026-06-09 00:39:19 -07:00
Bruce MacDonald 74cbf1d2c2 docs: omp (#16552)
Add docs for explaining and setting up "oh my pi" (omp)
2026-06-08 11:43:51 -07:00
Bruce MacDonald 5c1e37eb67 docs: hermes desktop (#16549) 2026-06-08 11:43:11 -07:00
Jeffrey Morgan f0078ae476 docs: update docs examples to use Gemma 4 instead of Gemma 3 (#16607) 2026-06-07 12:43:13 -07:00
Jeffrey Morgan 96201a623a Add AGENTS.md and CLAUDE.md to root repository (#16604) 2026-06-07 10:57:59 -07:00
Daniel Hiltgen 9c94c2b11e docs: describe llama.cpp update process (#16603) 2026-06-07 10:27:47 -07:00
Parth Sareen e09b3f9fb5 openai: align models list with tags (#16556) 2026-06-05 17:59:05 -07:00
Bruce MacDonald a0099da2d1 launch: use native Windows Hermes config path (#16558) 2026-06-05 17:29:19 -07:00
Chris Chen 25e0e81e12 docs: update Zod example to use native toJSONSchema (#14746)
Co-authored-by: fuleinist <fuleinist@gmail.com>
2026-06-05 16:21:07 -07:00
Bruce MacDonald 87cff95af8 launch: oh-my-pi (#16410) 2026-06-04 17:49:49 -07:00
Patrick Devine 3ef69ef784 mlx: allow the embedding layer to use the nvfp4 global scale (#16527) 2026-06-04 17:40:01 -07:00
Michael Yang 1a7786be14 docs: add cloud model retirement (#16528) 2026-06-04 15:18:38 -07:00
Bruce MacDonald 3370ff8b1c launch: hermes-desktop app (#16516)
Add support to launch the hermes-desktop app alongside the hermes agent from ollama launch. It will go through the install on first run if hermes-desktop is not already installed.
2026-06-04 11:51:36 -07:00
Daniel Hiltgen 455f57457d llama.cpp version update (#16511)
Bump llama.cpp to b9509, which includes the upstream Gemma 4 12B multimodal projector fixes for the n_head=0 divide-by-zero crash seen on x86/CUDA/Linux/Windows.

Fixes #16479
Fixes #16489
Fixes #16491
Fixes #16492
Fixes #16495
2026-06-04 08:20:57 -07:00
Bruce MacDonald 1d955ed990 integrations: hermes windows install (#16487) 2026-06-03 17:40:45 -07:00
Eva H d071237131 docs: add Cline CLI integration doc (#16341) 2026-06-03 20:30:01 -04:00
Daniel Hiltgen 229a1303fb llama-server: fix gemma4 patch wiring (#16477)
This will fix the "clip.cpp:4399: Unknown projector type" crash.
2026-06-03 14:41:03 -07:00
Parth Sareen ac3d0657a2 launch: migrate pi (#16213) 2026-06-03 14:35:32 -07:00
Daniel Hiltgen 01557ff313 llama-server: allow GPU offload for projectors (#16473)
Special case Metal iGPUs to enable GPU offload.
2026-06-03 13:58:40 -07:00
Patrick Devine e5a38739b4 mlx: "requires" in modelfile is being ignored for mlx based models (#16469)
This change fixes an issue in `ollama create --experimental` which
is currently ignoring the REQUIRES command in a Modelfile.
2026-06-03 13:10:57 -07:00
Jeffrey Morgan 5f56a289b3 server: classify mmproj GGUFs as projector layers (#16472) 2026-06-03 12:59:34 -07:00
Eva H ad8cda255d launch: clean legacy codex profile before launch (#16467) 2026-06-03 14:49:31 -04:00
Daniel Hiltgen 3e1b4fe39d Kill llama-server during Windows cleanup (#16458)
Windows installer and app cleanup could leave llama-server.exe running when ollama.exe was killed directly, so cleanup now includes llama-server.exe and taskkill /T.
2026-06-03 10:25:12 -07:00
Daniel Hiltgen 52196f1a97 llama.cpp version update (#16463)
Bump llama.cpp to b9493 and refresh the Laguna compat patch for upstream enum/tokenizer movement and the renamed SWA layer bitmap field.
2026-06-03 10:20:30 -07:00
Patrick Devine 50bbda5660 models: add support for gemma4-12b (#16457) 2026-06-03 07:44:57 -07:00
Daniel Hiltgen 4b5bdd3b25 fix laguna patch build breakage (#16445)
Follow up to #16396

Fix kernel template instantiation so the symbols are exported in the library.
2026-06-02 16:35:19 -07:00
Daniel Hiltgen e828061b6e llm: ignore llama-server SSE ping comments (#16443)
llama.cpp b9478 added a default 30s SSE ping that emits colon-only comment frames (":\n\n") while streamed requests are idle; Ollama treated non-data SSE lines as JSON, so skip SSE comments in completion and chat streams.
2026-06-02 15:40:14 -07:00
Bruce MacDonald 7a2073d17b docs: configure hermes desktop app (#16440) 2026-06-02 14:32:10 -07:00
Daniel Hiltgen c952708169 llama: add laguna (poolside) arch via a llama.cpp patch under llama/c… (#16396)
* llama: add laguna (poolside) arch via a llama.cpp patch under llama/compat/models

The pinned llama.cpp does not include poolside Laguna yet. Add it as an Ollama-owned source file plus a small registration patch under llama/compat/models/. apply-patch.cmake now applies every *.patch under llama/compat/ (the hooks patch plus each arch patch), so adding an architecture only adds files under llama/compat/models/ and needs no new cmake.

* cleanup patch to keep windows happy

---------

Co-authored-by: Jeffrey Morgan <jmorganca@gmail.com>
2026-06-02 13:17:08 -07:00
Parth Sareen f57d111754 launch: isolate Codex launch configuration (#16437) 2026-06-02 12:10:46 -07:00
Daniel Hiltgen c34a79a373 llama.cpp version update (#16426) 2026-06-02 11:46:56 -07:00
Daniel Hiltgen b051c9cf83 More harden app markdown URL handling (#16436) 2026-06-02 11:46:14 -07:00
Daniel Hiltgen b7b7fa0454 llm: detect llama-server load stalls from output (#16427)
llama-server model loads could time out after the fixed load duration even while tensor-loading progress dots were still being emitted, so track raw runner output activity and use OLLAMA_LOAD_TIMEOUT as a stall deadline.

Fixes #16416
Fixes #16412
2026-06-02 11:30:48 -07:00
Daniel Hiltgen 4c076813be discover: allow Radeon 8060S iGPU by default (#16429)
Default integrated GPU filtering dropped the supported ROCm gfx1151 Radeon 8060S unless OLLAMA_IGPU_ENABLE was set, so add a ROCm gfx-target allowlist with gfx1151 as the first admitted target.  This iGPU is a known-good iGPU.

Fixes #16423
2026-06-02 11:15:01 -07:00
Daniel Hiltgen 6780f0416a Harden app markdown URL handling (#16380) 2026-06-02 11:14:36 -07:00
Daniel Hiltgen 35fa277fa9 llm: include cached prompt tokens in llama-server counts (#16428)
llama-server reports newly processed prompt tokens separately from cached prompt tokens, so add cache_n to prompt_n to preserve Ollama's pre-0.30 full-context prompt_eval_count semantics.

Fixes #16414
2026-06-02 10:51:01 -07:00
Daniel Hiltgen 05747b02ab launch: fix opencode local model limits (#16425)
Local model metadata from /api/tags can include a context length without a max output limit, so omit OpenCode limit stanzas unless an output limit is known.

This preserves the pre-0.30 OpenCode behavior: local models did not receive a limit stanza because /api/tags did not expose context length, while cloud models still emit complete context/output limits.

Fixes #16424
2026-06-02 10:50:35 -07:00
Eva H 4e807fdedd cmd/launch: add Qwen code integration (#15900) 2026-06-01 19:51:32 -04:00
Daniel Hiltgen 7d3a6c3ae5 log template details to aid troubleshooting (#16403)
This cleans up the capabilities logic so we can log more information about the various options we consider as well as the final template version we use.
2026-06-01 16:25:44 -07:00
Eva H 06ff728246 feat(launch): show and auto-install Cline CLI (#16402) 2026-06-01 19:04:08 -04:00
Parth Sareen 2c71d8d7ca launch: migrate Codex config (#16397)
* launch: migrate Codex config
2026-06-01 13:46:41 -07:00
Eva H 00381496a3 cmd/launch: fix configure cline ollama provider via providers.json (#16352) 2026-06-01 16:41:40 -04:00
ZiTian Zhao 5e9636fa05 launch: avoid legacy Codex App profiles (#16364)
* launch: avoid legacy Codex App profiles
---------

Co-authored-by: ParthSareen <parth.sareen@ollama.com>
2026-06-01 11:49:56 -07:00